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Worldwide Detection of Informal Settlements via Topological Analysis of Crowdsourced Digital Maps

https://doi.org/10.3390/ijgi9110685
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Journal of Housing and the Built Environment
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Computer Vision – ECCV 2014
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Informal settlement upgrading and safety: experiences from Cape Town, South Africa
inferredcites →https://doi.org/10.1016/0198-9715(83)90008-xopenalex-snapshot
Computers, environment and urban systems
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The morphology of the Arrival City - A global categorization based on literature surveys and remotely sensed data
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An ontology of slums for image-based classification
inferredcites →https://doi.org/10.1016/j.ijdrr.2017.09.025openalex-snapshot
The impact of urban development on risk in sub-Saharan Africa's cities with a focus on small and intermediate urban centres
inferredcites →https://doi.org/10.1016/j.isprsjprs.2013.06.009openalex-snapshot
Automated detection of slum area change in Hyderabad, India using multitemporal satellite imagery
inferredcites →https://doi.org/10.1016/j.isprsjprs.2019.02.006openalex-snapshot
Semantic segmentation of slums in satellite images using transfer learning on fully convolutional neural networks
inferredcites →https://doi.org/10.1073/pnas.1606033114openalex-snapshot
Heterogeneity and scale of sustainable development in cities
inferredcites →https://doi.org/10.1080/00167223.2017.1326159openalex-snapshot
Urban transformations, migration and residential mobility patterns in African secondary cities
inferredcites →https://doi.org/10.1080/13604813.2011.609002openalex-snapshot
Rhetoric of the ‘slum’
inferredcites →https://doi.org/10.1080/14498596.2016.1138247openalex-snapshot
Urban slum detection using texture and spatial metrics derived from satellite imagery
inferredcites →https://doi.org/10.1080/17538947.2018.1554010openalex-snapshot
Detecting and mapping slums using open data: a case study in Kenya
inferredcites →https://doi.org/10.1108/meq.2004.15.3.337.3openalex-snapshot
The Challenge of Slums: Global Report on Human Settlements 2003
inferredcites →https://doi.org/10.1109/cvprw.2018.00031openalex-snapshot
DeepGlobe 2018: A Challenge to Parse the Earth through Satellite Images
inferredcites →https://doi.org/10.1109/cvprw47913.2019openalex-snapshot
2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
inferredcites →https://doi.org/10.1109/mgrs.2017.2762307openalex-snapshot
Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources
inferredcites →https://doi.org/10.1109/mgrs.6245518openalex-snapshot
IEEE Geoscience and Remote Sensing Magazine
inferredcites →https://doi.org/10.1126/sciadv.aar4644openalex-snapshot
Toward cities without slums: Topology and the spatial evolution of neighborhoods
inferredcites →https://doi.org/10.1126/science.42.1074.161openalex-snapshot
The Proceedings of the National Academy of Sciences
inferredcites →https://doi.org/10.1126/science.aaf7894openalex-snapshot
Combining satellite imagery and machine learning to predict poverty
inferredcites →https://doi.org/10.1145/3097983.3098070openalex-snapshot
Using Convolutional Networks and Satellite Imagery to Identify Patterns in Urban Environments at a Large Scale
inferredcites →https://doi.org/10.1177/0956247811434478openalex-snapshot
“If in doubt, count”: the role of community-driven enumerations in blocking eviction in Old Fadama, Accra
inferredcites →https://doi.org/10.1177/0956247812438368openalex-snapshot
The five-city enumeration: the role of participatory enumerations in developing community capacity and partnerships with government in Uganda
inferredcites →https://doi.org/10.1177/0956247814530949openalex-snapshot
Where there is no local government: addressing disaster risk reduction in a small town in Malawi
inferredcites →https://doi.org/10.1177/2399808317712715openalex-snapshot
Optimal reblocking as a practical tool for neighborhood development
inferredcites →https://doi.org/10.1257/jep.27.4.187openalex-snapshot
The Economics of Slums in the Developing World
inferredcites →https://doi.org/10.1371/journal.pone.0180698openalex-snapshot
The world’s user-generated road map is more than 80% complete
inferredcites →https://doi.org/10.3390/ijgi9110685openalex-snapshot
Worldwide Detection of Informal Settlements via Topological Analysis of Crowdsourced Digital Maps
inferredcites →https://doi.org/10.3390/rs8060455openalex-snapshot
Slums from Space—15 Years of Slum Mapping Using Remote Sensing
inferredcites →https://doi.org/10.3390/urbansci2010008openalex-snapshot
A Critical Review of High and Very High-Resolution Remote Sensing Approaches for Detecting and Mapping Slums: Trends, Challenges and Emerging Opportunities
inferredcites →https://doi.org/10.5040/9781350218246.ch-001openalex-snapshot
Africa’s urban revolution in context
inferredcites →https://doi.org/10.5772/37869openalex-snapshot
Object-Based Image Analysis of VHR Satellite Imagery for Population Estimation in Informal Settlement Kibera-Nairobi, Kenya

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4651694openalex-extracted
A Deep Learning Approach to Locating Customers in a Sub-Saharan African Slum Settlement: The Perspective of Online Product Delivery and Online Commerce
inferred← citeshttps://doi.org/10.1007/978-3-031-76894-1_12openalex-snapshot
The Current Approaches for Mapping Unplanned Urban Areas: Systematic Review of a Decade
inferred← citeshttps://doi.org/10.1007/s10109-026-00494-7openalex-snapshot
OpenStreetMap based POI knowledge graph enhanced by large language model
inferred← citeshttps://doi.org/10.1007/s10531-025-03050-9openalex-snapshot
Urban form shapes bird niches: insights from the European green capital 2024
inferred← citeshttps://doi.org/10.1016/j.buildenv.2023.110295openalex-snapshot
Quality of crowdsourced geospatial building information: A global assessment of OpenStreetMap attributes
inferred← citeshttps://doi.org/10.1016/j.cities.2026.107136openalex-snapshot
An analysis of morphological pattern variations in street networks within and surrounding slums in São Paulo, Brazil
inferred← citeshttps://doi.org/10.1016/j.envsoft.2025.106512openalex-snapshot
Geometric approach based tool for shallow landslides propagation assessment (ShaLPA) at basin scale
inferred← citeshttps://doi.org/10.1016/j.habitatint.2024.103040openalex-snapshot
Mapping the margins: A systematic scoping review of the impact of digital mapping on public participation in informal settlements
inferred← citeshttps://doi.org/10.1016/j.rsase.2022.100801openalex-snapshot
Towards understanding informal settlement growth patterns: Contribution to SDG reporting and spatial planning
inferred← citeshttps://doi.org/10.1016/j.scitotenv.2023.164794openalex-snapshot
Phenotyping urban built and natural environments with high-resolution satellite images and unsupervised deep learning
inferred← citeshttps://doi.org/10.1016/j.scs.2023.104863openalex-snapshot
Slum and urban deprivation in compacted and peri-urban neighborhoods in sub-Saharan Africa
inferred← citeshttps://doi.org/10.1038/d41586-022-02141-9openalex-snapshot
How climate change and unplanned urban sprawl bring more landslides
inferred← citeshttps://doi.org/10.1038/s41467-022-33527-yopenalex-snapshot
Spatial structure of city population growth
inferred← citeshttps://doi.org/10.1038/s41586-025-09465-2openalex-snapshot
Infrastructure deficits and informal settlements in sub-Saharan Africa
inferred← citeshttps://doi.org/10.1038/s42949-023-00113-0openalex-snapshot
Integration of urban science and urban climate adaptation research: opportunities to advance climate action
inferred← citeshttps://doi.org/10.1038/s44284-025-00276-0openalex-snapshot
Mapping urban slums and their inequality in sub-Saharan Africa
inferred← citeshttps://doi.org/10.1038/s44284-025-00284-0openalex-snapshot
Tree shortages in informal settlements across African cities
inferred← citeshttps://doi.org/10.1080/07352166.2025.2455611openalex-snapshot
Towards a configurational typology of informal settlements: A syntactic analysis of informal settlements in Nagpur
inferred← citeshttps://doi.org/10.1080/17538947.2024.2311320openalex-snapshot
How sustainable is OpenStreetMap? Tracking individual trajectories of editing behavior
inferred← citeshttps://doi.org/10.1080/20964471.2021.1948178openalex-snapshot
Using open data to detect the structure and pattern of informal settlements: an outset to support inclusive SDGs’ achievement
inferred← citeshttps://doi.org/10.1109/ingarss67683.2025.11584080openalex-snapshot
Yolov8-Powered Informal Settlement Mapping in Urban Coastal Zones: a Geospatial Deep Learning Approach for Resilience Planning
inferred← citeshttps://doi.org/10.1177/23998083211059835openalex-snapshot
Methodological foundation of a numerical taxonomy of urban form
inferred← citeshttps://doi.org/10.1371/journal.pone.0277433openalex-snapshot
Non-trivial relationship between scaling behavior and the spatial organization of GDP in Indonesian cities
inferred← citeshttps://doi.org/10.1596/1813-9450-9979openalex-snapshot
Where are All the Jobs? A Machine Learning Approach for High Resolution Urban Employment Prediction in Developing Countries
inferred← citeshttps://doi.org/10.21203/rs.3.rs-8055572/v1openalex-snapshot
Geospatial modelling reveals flood-driven inequities in nutrition-sensitive healthcare access across Kampala, Uganda
inferred← citeshttps://doi.org/10.2172/1888810openalex-snapshot
Artificial Intelligence for Earth System Predictability (AI4ESP) (2021 Workshop Report)
inferred← citeshttps://doi.org/10.31219/osf.io/uhdkmopenalex-snapshot
Non-trivial relationship between scaling behavior and the GDP microstructure in Indonesian cities
inferred← citeshttps://doi.org/10.3390/geohazards5010011openalex-snapshot
A GIS-Based Approach for Shallow Landslides Risk Assessment in the Giampilieri and Briga Catchments Areas (Sicily, Italy)
inferred← citeshttps://doi.org/10.3390/ijgi10040265openalex-snapshot
Analysis of OpenStreetMap Data Quality at Different Stages of a Participatory Mapping Process: Evidence from Slums in Africa and Asia
inferred← citeshttps://doi.org/10.3390/ijgi11020113openalex-snapshot
Towards a Sensitivity Analysis in Seismic Risk with Probabilistic Building Exposure Models: An Application in Valparaíso, Chile Using Ancillary Open-Source Data and Parametric Ground Motions
inferred← citeshttps://doi.org/10.3390/ijgi11040230openalex-snapshot
OSM Science—The Academic Study of the OpenStreetMap Project, Data, Contributors, Community, and Applications
inferred← citeshttps://doi.org/10.3390/su141610261openalex-snapshot
Disaster Risk Assessment of Informal Settlements in the Global South
inferred← citeshttps://doi.org/10.3390/su15118979openalex-snapshot
A Semi-Automated Two-Step Building Stock Monitoring Methodology for Supporting Immediate Solutions in Urban Issues
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Slums Evolution and Sustainable Urban Growth: A Comparative Study of Makoko and Badia-East Areas in Lagos City
inferred← citeshttps://doi.org/10.3390/urbansci5040072openalex-snapshot
Spatial Information Gaps on Deprived Urban Areas (Slums) in Low-and-Middle-Income-Countries: A User-Centered Approach
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Enhancing map design for 3-dimensional spatial data based on integration of 4IR geomatics technologies
showing the first 36 of 37
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